Amifi's Deterministic, on-device intelligence

Most AI conversations today revolve around:

• Cloud LLMs

• Heavy SLMs

• Bigger models = better outcomes

But in real product systems, especially in personal finance:

👉 Consistency beats creativity
👉 Control beats scale
👉 Privacy beats convenience

What we built at Amifi is:

• ~1MB on-device intelligence

• Deterministic outputs (no surprises)

• Near-zero hallucination

• Works without sending user data to servers

⚖️ Trade-offs (Let’s be honest)

Cloud AI / LLMs:

• Flexible

• Broad knowledge
  − Hallucinations
  − Latency
  − Privacy concerns
  − Cost scaling

Heavy SLMs:

• Better control than LLM
  − Still bulky
  − Still probabilistic
  − Harder to optimize for mobile

Deterministic On-Device (our approach):

• Predictable

• Fast

• Private

• Lightweight
  − Needs deep product + domain thinking
  − Not plug-and-play

🧠 The Real Insight

AI is not about:

👉 “How smart your model is”

It’s about:

👉 How reliable your system is

And in finance…

👉 Reliability is everything.